{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "dataset = load_iris()\n",
    "data = dataset.data\n",
    "target = dataset.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width  class\n",
       "0             5.1          3.5           1.4          0.2      0\n",
       "1             4.9          3.0           1.4          0.2      0\n",
       "2             4.7          3.2           1.3          0.2      0\n",
       "3             4.6          3.1           1.5          0.2      0\n",
       "4             5.0          3.6           1.4          0.2      0\n",
       "..            ...          ...           ...          ...    ...\n",
       "145           6.7          3.0           5.2          2.3      2\n",
       "146           6.3          2.5           5.0          1.9      2\n",
       "147           6.5          3.0           5.2          2.0      2\n",
       "148           6.2          3.4           5.4          2.3      2\n",
       "149           5.9          3.0           5.1          1.8      2\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "data = pd.DataFrame(data,columns=[\"sepal_length\",\"sepal_width\",\"petal_length\",\"petal_width\"])\n",
    "data[\"class\"] = target\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: http://mirrors.aliyun.com/pypi/simple/\n",
      "Collecting seaborn\n",
      "  Downloading http://mirrors.aliyun.com/pypi/packages/70/bd/5e6bf595fe6ee0f257ae49336dd180768c1ed3d7c7155b2fdf894c1c808a/seaborn-0.10.0-py3-none-any.whl (215 kB)\n",
      "\u001b[K     |████████████████████████████████| 215 kB 2.5 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: matplotlib>=2.1.2 in /root/anaconda3/lib/python3.8/site-packages (from seaborn) (3.2.0)\n",
      "Requirement already satisfied: numpy>=1.13.3 in /root/anaconda3/lib/python3.8/site-packages (from seaborn) (1.18.1)\n",
      "Requirement already satisfied: pandas>=0.22.0 in /root/anaconda3/lib/python3.8/site-packages (from seaborn) (1.0.1)\n",
      "Requirement already satisfied: scipy>=1.0.1 in /root/anaconda3/lib/python3.8/site-packages (from seaborn) (1.4.1)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /root/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.1.2->seaborn) (2.8.1)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /root/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.1.2->seaborn) (2.4.6)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /root/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.1.2->seaborn) (1.1.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /root/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.1.2->seaborn) (0.10.0)\n",
      "Requirement already satisfied: pytz>=2017.2 in /root/anaconda3/lib/python3.8/site-packages (from pandas>=0.22.0->seaborn) (2019.3)\n",
      "Requirement already satisfied: six>=1.5 in /root/anaconda3/lib/python3.8/site-packages (from python-dateutil>=2.1->matplotlib>=2.1.2->seaborn) (1.14.0)\n",
      "Requirement already satisfied: setuptools in /root/anaconda3/lib/python3.8/site-packages (from kiwisolver>=1.0.1->matplotlib>=2.1.2->seaborn) (45.2.0.post20200210)\n",
      "Installing collected packages: seaborn\n",
      "Successfully installed seaborn-0.10.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f2d60bc3790>"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 762.375x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "\n",
    "sb.pairplot(data.dropna(),hue=\"class\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 20))\n",
    "for column_index, column in enumerate(data.columns):\n",
    "    if column == 'class':\n",
    "        continue\n",
    "    plt.subplot(2, 2, column_index + 1)\n",
    "    sb.violinplot(x='class', y=column, data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "input_data = data[[\"sepal_length\",\"sepal_width\",\"petal_length\",\"petal_width\"]]\n",
    "input_class =  data[\"class\"]\n",
    "\n",
    "train_data,test_data,train_class,test_class = train_test_split(input_data,input_class,random_state = 14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测的准确度为0.9736842105263158\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "decision_tree = DecisionTreeClassifier(random_state=14)\n",
    "decision_tree.fit(train_data,train_class)\n",
    "predict_class = decision_tree.predict(test_data)\n",
    "predict_score = np.mean(predict_class == test_class)\n",
    "print(\"预测的准确度为{}\".format(predict_score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import export_graphviz\n",
    "with open(\"tree.dot\",'w') as f:\n",
    "    export_graphviz(decision_tree, feature_names =['sepal_length', 'sepal_width', 'petal_length', 'petal_width'], out_file = f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "交叉验证结果: 96.67%\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "scores = cross_val_score(decision_tree,input_data,input_class,scoring='accuracy')\n",
    "print(\"交叉验证结果: {0:.2f}%\".format(np.mean(scores) * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "随机森林预测的准确度为0.9736842105263158\n"
     ]
    }
   ],
   "source": [
    "from  sklearn.ensemble import RandomForestClassifier\n",
    "rft = RandomForestClassifier(n_estimators=20,random_state=14)\n",
    "rft.fit(train_data,train_class)\n",
    "predict_class = rft.predict(test_data)\n",
    "predict_score = np.mean(predict_class == test_class)\n",
    "print(\"随机森林预测的准确度为{}\".format(predict_score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 96.67%\n"
     ]
    }
   ],
   "source": [
    "scores = cross_val_score(rft,input_data,input_class,scoring='accuracy')\n",
    "print(\"Accuracy: {0:.2f}%\".format(np.mean(scores) * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "scores = []\n",
    "for i in range(1,100):\n",
    "    rft = RandomForestClassifier(n_estimators=i,random_state=14)\n",
    "    score = cross_val_score(rft,input_data,input_class,scoring='accuracy')\n",
    "    scores.append(np.mean(score)*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f90f1c04550>]"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores\n",
    "plt.plot(range(1,100),scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.52      , 0.66666667, 0.66666667, 0.66666667],\n",
       "       [0.78666667, 0.76666667, 0.94666667, 0.93333333],\n",
       "       [0.87333333, 0.89333333, 0.94666667, 0.96      ],\n",
       "       [0.91333333, 0.96      , 0.94      , 0.96666667]])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "\n",
    "scores = []\n",
    "for j in range(1,5):\n",
    "    for i in range(1,5):\n",
    "        decision_tree = DecisionTreeClassifier(max_features=i,max_depth=j,random_state=14)\n",
    "        score = cross_val_score(decision_tree,input_data,input_class,scoring='accuracy')\n",
    "        scores.append(np.mean(score))\n",
    "        \n",
    "scores = np.array(scores)\n",
    "scores.shape = (4, 4)\n",
    "\n",
    "sb.heatmap(scores, cmap='Blues')\n",
    "plt.xticks(np.arange(0,4)+0.5,np.arange(1,5))\n",
    "plt.xticks(np.arange(0,4)+0.5,np.arange(1,5))\n",
    "# plt.yticks(np)\n",
    "plt.xlabel('max_features')\n",
    "plt.ylabel('max_depth')\n",
    "scores"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
